{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "777a257f",
   "metadata": {},
   "source": [
    "# 训练和可视化决策树"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "234e18a9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-14T04:19:46.294072Z",
     "start_time": "2022-01-14T04:19:46.165381Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(max_depth=2)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "iris = load_iris()\n",
    "x = iris.data[:, 2:]  # 花瓣长和宽两个属性\n",
    "y = iris.target\n",
    "\n",
    "tree_clf = DecisionTreeClassifier(max_depth=2)\n",
    "tree_clf.fit(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "077e7426",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-14T04:36:29.015829Z",
     "start_time": "2022-01-14T04:36:29.001865Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.tree import export_graphviz\n",
    "export_graphviz(\n",
    "    tree_clf,\n",
    "    out_file=r'C:\\Users\\hasee\\OneDrive\\桌面\\机器学习实战\\机器学习实战\\iris_tree.dot',\n",
    "    feature_names=iris.feature_names[2:],\n",
    "    class_names=iris.target_names,\n",
    "    rounded=True,\n",
    "    filled=True,\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c95e7a72",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-14T05:12:44.338039Z",
     "start_time": "2022-01-14T05:12:44.331058Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['petal length (cm)', 'petal width (cm)']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.feature_names[2:]"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "d986b6d5",
   "metadata": {},
   "source": [
    "CMD cd进入输出.dot文件目录下，dot -Tpdf 【文件名】.dot -o tree.【pdf/png】 可以选择输出pdf或png在指定目录\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d84bf36f",
   "metadata": {},
   "source": [
    "# 做出预测"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2de063f4",
   "metadata": {},
   "source": [
    "决策树的特点之一是它们几乎无须数据准备，即不需要特征缩放或者居中处理（标准化）\n",
    "\n",
    "基尼系数表示基尼不纯度，即该分类的不纯度，如果只有一类（纯），则为0\n",
    "\n",
    "基尼不纯度： $G_i = 1-\\sum^{n}_{k=1}p^2_{i,k}$\n",
    "\n",
    "$ p_{i,k} $表示第i个节点中训练实例之间的$k$类实例的比率，如第二层$value=[0, 49, 5]$，则$p_1=\\frac{0}{54}, p_2=\\frac{49}{54}, p_3=\\frac{5}{54}\\\\ G_i = 1-p_1-p_2-p_3 = 0.168$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0af1c4b0",
   "metadata": {},
   "source": [
    "> sklearn使用的是CART算法，仅生成二叉树，其他一些算法（如ID3）可以生成两个以上的子节点"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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Eo6w4UkuVI/W5Ikl5LTgrgOWYmYs/dX0ufv0AjAbGBjNAEQkfO7ftBCCmSgwAPU/vWdJy0rF+R44ePcrOrTtLjj+16amlzj+1yakl1/AmNjaWem7LstSoWYODBwProopkqY0akRx7KsmN9pL8QAeSG/4B9KZatStKjknPSqfd0+38roYCM/ak39R+tow18RVfoHHYfZ5d15PjlZfgpADNMeXdXV2fi1+nYMbgvB7MAEUkfMx7fx5JpyTRrGUzAL767SvW/W9dyWv9wfVcNeCqkuO3bik9f+jWjK0lrUDFSVJF3XT5TSXjdjy9Zr07K8CnCy+7s2PNm76DIH4/XHMDMJcjR+aVHBPInDZ2zvviK75A47D7PLuuJ8crL8HJALa4jlvBsUn3MjAzDBcENToRCQs7tu7g32P+zQdTP2DMs2NokNiAPgP68MDfHyBrexYA+/ftZ8GsBfx58M+S8z6d/SnfLPqGgoICZk+fzdrla0m7Lg2AhKQE9u7aS86Bii1B99b8t0rG7Xh6XT3w6pJjjx49Sm5uLgX5BRQVFpGbm0teXgRNuZX4IySkm/+iJqRDwrGuvEDmtLFz3hdf8QUah93n2XU98cxXgnNTBV4iEmWee+w52pzYhrYntaXfhf3I+D2DWd/M4vJrLgfgqclP0bxVc/pf3J82J7ahR6cefPLhJ8TEHGuZue6v1/Has6/Rrm47Jj02iVc+fIUmzZoAcM7F59D90u6c2/xc2p/cnqVfLbX8GUYOG0nLmi15/onn+e7L72hZsyUXtbnI8vs4pu+g0p+vOVYOH8icNnbO++IrvkDjsPs8u64nnvlqAy7736ZqQFWg0PW5CmaxzDxKr/ztmNTUjkXLli10OgyREkVFfxAXZ9brWb4zk9gGe6gfU9/hqEJD/4v7c94l5zHigYpN+S/+SW60F247o/Tf8mPML//d/l96vdrruHMWDFvgdX2p7JxsznvhPPLyj7VwVY+rzjd3fmP52lLpWele46t3Qr2A4gg0fquf287vMVokxyavBDoHev4VmMHG52Iqr+Jc738AelsRoBVSUzsWFRTs1EuvkHnl5/9chBmk7/U1/qXxRZkFmUWZBZlF418a7/PY4uMyCzKL2p/Z3utxA/42oOS4ecvm+bzmvGXzSo4d8LcBXo9rf2b7UvfXM4X2M3F7uyIe8f2zR2+KGON69fZ97KC5g4qqjatmjm3o/bhgPBMNTYwtX2hZNGjuIMt+n6qNq1Z049wby/19qtK5yrHvaZjv76miz8QYE0ck/ew58OdpBR74u5r4M8Bfge/dtn0L3I1Z5Xuep5NERMQhJ2/03UZfQZ7mfbFbxr4M4mL9/WerfP7OW1NYWFjuMZWNQ6zn74//YeAsoOxCM52ApUANK4MKlLqoJBTFxpqqoE2b/semvIMcPmEPNWs6HJSEpL1/7mbcwtE83PNJTq5pb1fm+h9/5r5rW5Cz76zj9tVtcJSPfllnazwi/rq4/pkeu6j8TYV/AJ4DBnJsYr9TgGcxCY6I+KFZfC12Z51a/oESlV5Ydwc/7fiR6Ys+5v52L9p679suLZ7Xtei4fX/srkrNjWfYGo9IZfmb4AwBPsaUjLsnOL8BfYIQl0jEadIkj4yMeBI0jlA82HVoJ5/seIMiCvlk+xuM7PYQDWok2Xb/9u3PZJ2PRhr93Eq48Xctqo2YpRquACZgWm4uBzoAvwcnNBGR6PH82nEUFpmxHgVFBTy3Zpyt9587dyWgdZQkcvib4IBpt/wU01U1CfgMT22ZIiJSIbsO7eSD39/gaKEZbHq08Agf/v4Guw9nORyZSPjy1UV1L/AfINf13pcJlkUkIhJl3FtvihW34ozrZu9YHJFI4SvBuROYiklw7vRxXBFKcEREArZq1/clrTfFjhYeYdWu72yL4ayzGlGlChQW7jhuX33NTSlhyFeCk+LlvYiIWOiTK1c7HQK7dplV3DdvdjgQEYv4W0UVixbWFBEJii5dYM+e47fXrw/Ll1t/nidLl273ud/Kezlp16Gd3Lnkel644D1bq9TEfv4OMt4PLARGA2djEh4REbGAp8TB1/bKnudJYmIjEhMb2XIvJz2/dhzLs7+xvUpN7OdvgnM1Zi2qK4DFwD5KJzwiIiIhrbharYhCValFAX8TnM+AB4HzgJMwCc8OYCzwTXBCExERu4wePYzRo4c5HUZQOT3XkNirIvPgJALXYSqmXgSuxyy4OTYIcYmIiI1mzHiVGTNedTqMoNFcQ9HH30HG6UBTYBmmi+pWzMrieUGKS0REbPT44684HUJQaa6h6ONvgnMiporqEPAnkANofXcREQvUr++9QikY53lyww2+u6esvJcTQmGuIbGXvwlOY6AFcKHrdRdQC/ga+BKzNpU/hgM3Y9awmu5678nNwBTgsNu23pjWIxERR1ldMu2rQsnXvQLVrBkUeVhoJyYGNm3yXEpd/FzhWmYdCnMNib0qMgbnd+A1YDDQH7O6eC/gmQpcYwfwGPC6H8d+j0miil9KbkQkJNhZMu3rXoHG4Sm5gbkUFc0FfJdSq8xawoW/CU4X4H7gv8AfmGSjDfBvzKri/pqJSYz2VuAcEREJuiuBK32WUqvMWsKJvwnOt5jS8DWY1puTgW7AKMx8OMFwBrAHWA88hPfutGHACmDF7t3Km0REAtMb6O2zlFpl1hJO/E1w6mIm9BsFLMAMNA6mJUB7IAG4BhgA3Ofl2MlAZ6Bzgwb1ghyWiEikmgu1JnstpVaZtYQbfxOcYCc0ZW0CNgOFwE+YuXautTkGEZHocoH3UmpfZdYiocjfKiqnFQExTgchIgL2lkyXd69A4oiJ8TLQuLHvUmqVWUs4sTvBiXO9Yl2v6kC+6+WuF7AKyAZaY8bgfGBfmCIi3lm9evbmzdZerzybNh2/LSUlBl6BzZs9lliJhB27E5wHgUfcPg8CHsWUjf8MtAUygUuANzHl4dnAO8ATtkYqIhHD6nlrAlXe/DOe+Ip9717v16tXLzSeOVjCdT4esU9F5sGxwhhMV5P7awwmqanl+hXgn5i1r2oCzYCHgaM2xyoiEcLOeWt88Tz/jPft4Dt2X9er6DNv3lwUVq03mo9HyuOrBefeClxnQmUDERER8UfZ+XhGdHpIrThyHF8Jzp1+XqMIJTgiImITT/PxaMFMKctXgpNiWxQiIuKoIUPSAJgyZa7DkfjmbT4eteJIWXaPwRERkRD0xRfz+OKLeU6HUS7NxyP+qkgV1cnAX4BkoFqZfWMti0hExGJ2zlvji7f5Z2J8zPLlK/ZAq6g8efXVOd6DCCGrdvmeq0ekmL8JTjfgEyAPaABsBxq6Pm9BCY6IWCQYJd3ezktJMS9PyktGAtnnLekojqWs8hIwb6Xlgbj00jTrLhZEn1y52ukQJEz420X1L+Bd4BQgF7gY05KzAngqOKGJSDQKh5LuQPd5ewZv5+zZEzrfh0i48TfB6Qi8gKmYKgDiMRPwjcTMYyMiImFs2rTJTJs22ekwRCzjbxeVe4dnNtAE+AU4CDSyOigREbHXAw/cCsANNwxzOBIRa/ib4KwCugDrgcXAY5iZhgcBa4MTmoiI2OX664c6HYKIpfxNcB4AarvePwi8BTyPSXj+GoS4RETERuPHq3tKIou/Cc4Kt/e7Mat9i4hYLlxKuq2sovJ2r+JnDoXvQyTc+JvgfAH0BfaV2V4H+BhTVSUiUmnBWOnaW+m5r8TCVxzerlevXvnneVLeeRWNI5CS+uzsHQAkJmpYpUQGfxOcCzl+cj+A6kB368IREbFeIOXZgVwvWOfZcb1u3U4BCKsVxUV8KS/BOdPtfUfgf26fY4GemEn/REQkjCUkNHQ6BBFLlZfgrMDMfVMEfOph/2H8X3VcRERC1A8/7HA6BBFLlZfgpAAxwCagK2aAcbEjwC7MxH8iIiIiIaO8BCfD9atWHRcREZGwUZHEpRcwD/gZONW17W/AJVYHJSJiJW8l1d5W8S6vBNvb/mCdZ8f10tJSSUtLDSwQkRDkbxXVQOBl4DVMQlPVtT0WuB9YZH1oEo4effQZxo79NwAxMTGceGIdWrRoymWXXcDw4UNISkqw/J7r129k+vRZ3HXXUE466cSS7W+++R5DhtzN/v2/U6tWTUvvWVRUxJNPPsfLL7/Fnj3/o0uXTkyc+Binn97e0vuINawuPbd6VXO74/Bk3bpV1l1MJAT4m+DcDwwFZmBabYotBcZaHZSEtxNPrMP8+dMA2L//AKtX/8TLL0/l1VffYf78aaSmdrL0fuvXb2Ls2H8zePB1pRKcYHrqqed57LGJPP30Q7Rq1YJnn32FHj36s3bt4qAkcVaxct6UUOPr2SByn9sqc+asKP8gkTDib4JzGvC9h+0HMZP9iZSIi4ulW7djTd09e17EbbcN5sILr2bAgNv45ZdviI2NdTDCysnNzeWpp15g1Kg7+fvfzUolZ5/dmWbNuvDii68zbtwohyP0zup5WEJJIM8WCc9tlQ4d1D0lkcXfMTg7gJYetp8PbLQuHIlUJ510Ik8++SAbN27hs8++AkyiMHLkOJo0SaVGjSacccYlzJ9furezWbMu3Hffozz22AQaNepInTrNGTToDvbvPwDA4sXfcdVVNwHQvHlXYmMb0qxZ6eliN2/OpEeP66hduxlt257HzJmfVOpZvvtuBQcO5NCvX1rJtpo1T6B37x4sWPBFpa4tIiLW8DfBmQw8B5zr+nwqMBh4GngpCHFJBLroonOJi4vjhx9MX3+/fkOZOvU9Ro0awezZU+nc+XT69BnMjz+uK3XejBkfs2jR17zyyjM888wY5s9fxNCh/wDgzDM78K9/PQLAhx9O4dtv5/HRR6+XOn/QoDu48soefPTR67Ro0YwbbridbduOzflRWFhIfn6+z1dBwbHZEH777XdiY2M57bRmpe7Tps1p/Prr79Z9YSI2mjhxDBMnjnE6DBHL+NtF9TRwIvAZZnmGL4E84BngxeCEJpEmPj6e+vVPJjt7N4sWfc38+Z/zxRcfccEF5wDQo8eFbNiwkSeemMT7779act7hw7nMnftOyUDhmjVPYPDgO/nll/W0adOSli2bA3DGGR1o2vTU4+57113D+OtfBwCQmtqRhg07Mm/eZ9x222AAxo2bUDIw2psmTRqzaZMZrPHHH/uoVavmcd1sJ510IocOHebIkSNUq+ZpZROR0DVp0qMA3H23khyJDP4mOAAPAI8DbTEtPz9jxuCI+K3ItfjPokVLSEpK4Nxzu5Kfn1+y/+KLuzN16nulzrn00vNLVUH17Xs5N900nOXLf6RNG089p6X16HFByft69U4mIaE+27fvLNk2dOggrrjiUp/XiI+PL/U5xkN9cfGzedonEuruuusRp0MQsVR5Cc4JwL+APpjS8M+BEYCG5kmF5ebmsnfvHyQmNmD79p1kZe0iPv74FpeyLSMJCaUn9ahRowa1atUkK2uXX/ctW1lVrVpVcnPzSj4nJSUcd4+y3JOWunVPIifnIAUFBaVi3b//ACecUIOqVat6ukRIqF/fd6VROCvv2SL1ua2ilhuJNOUlOI8CNwPvArnAAMyYm34B3m+463odgOmu997cA4wEagAfAbdjusUkTH355bfk5+fTrVsqX375Laec0pCZM18v97xdu0r/y3T48GEOHvzTsnLsinZRtWrVgoKCAn7/fTOtWrUoOebXX3+ndesW3i4REoJREt2smedVuWNiYNMm684B68vcu3SBlBTP1wOVlouEs/ISnL7AEMz8NwDvAN9iJvgLZA2qHcBjmFXIa/g4ricwCrjYdc4sTLIVuvW34tO+ffsZPfpxWrRI4dJLzycmJoYJE16mVq2atG59ms9zP/98CQcP/lnSTTVz5nxiYmLo3NnMp1Otmmkxyc3NDSi2inZRnXNOZ+rUqc2HH87lgQfuAeDQoUPMm/cpQ4cOCiiGcOYpUfG1PdBzwPoyd5WWH/PTTysBlYtL5CgvwTkV+Nrt8zIgH96ysKoAABapSURBVGgEbA3gfjNdv3YGGvs4bjAwBUh3fR6HaUVSghMG8vMLWLrU/GWZk3OQVavW8vLLUzl06DDz508jNjaWyy67gB49LqRnz+u5//6/07ZtKw4cyGHNmnRyc3N54okHSq5Xo0Z10tIG8Y9/3MHOndmMHDmOPn160bZtKwBatTKDjCdPfpvrruvDCSfUoEOHNn7H26hREo0aJfl9fPXq1Rk5cjiPPfYsdeueVDLRX2FhIcOHD/H7OiKh5MorOwOweXM5WaZImCgvwYnFrBruLt+P8yqrHTDb7fMaIBGoB+wtc+ww14vdu8vuEifs33+Ac8/tTUxMDHXq1KZFi6YMHHhNqaUaYmJi+OijKYwf/xyTJr1KZuZ2Tj75JDp1andcknDddVdRu3Ythg69l4MH/yQtrSf/+c+TJfubNDmVf/3rEZ5//jVeeOF1GjduWNKdFCwjR95JYWEhTz75PHv3/kHnzh1ZuPA9EhMbBPW+IsHSvv2ZTocgYqnyyj0KMaXh7mNfegFfAYfctl1Zwfs+hmnB8TYGZyPwd2CB63NVTKKVAmzxdtHU1I5Fy5YtrGAoEsqaNevCNdf0LpnrJhzFxjYEoKBgJxkZ8cTE1HU4Imt5GsNSbPNm686pzHmBXM+XQO4lIsGRkhKzEtMzVEp5LTFTPWx7x5KIfCu7BETx+xwb7i0iIiJhrrwE5xZbojheOtAJeN/1uROQzfHdUyLisJgY7xVRVp4D1pe5q7RcJHIFeyyNp/vFYcb2xGJmRc53vdy9BbyJGVi8E3jQ9VmiTLDH0kjl+SrrtvIcsL48W+Xex5x1ViMAfvhhRzlHioQHf9eissqDwGFMNdQg1/sHgWRMt1Sy67gFmOUhvgQyXK/wHYQhIhLidu3aya5dO8s/UCRM2N2CM8b18qRWmc8TXC8REQmypUu3Ox2CiKXsTnBERCQEJSY2cjoEEUvZ3UUlIiIiEnRKcEREhNGjhzF69DCnwxCxjBIcERFhxoxXmTHjVafDELGMxuCIiAiPP/6K0yGIWEoJjoiIcMMN6p6SyKIuKhEREYk4SnBERITPP5/L55/PdToMEcuoi0pERBg69EoANm/2sEiYSBhSgiMiIlx8cW+nQxCxlBIcERFhyhR1T0lk0RgcERERiThKcERERCTiKMERERFSUmJISYlxOgwRyyjBERERkYijQcYiIqLycIk4asERERGRiKMER0RERCKOEhwREWHIkDSGDElzOgwRy2gMjoiI8MUX85wOQcRSSnDEEdnZM9myZTx5eduJjz+Fpk1Hk5jY1+mwRKLWq6/OcToEEUspwRHbZWfPZMOGf1JYeBiAvLxtbNjwTwAlOSIOufRSdU9JZNEYHLHdli3jS5KbYoWFh9myZbxDEYmISKRRgiO2y8vbXqHtIk667ba+rFmzHICJE8fQuXMCV1xxBhdd1JKrrurCG288R0FBQaXusW3bFqZNm1xq23nnNeW339YFfM3nnhtHjx7t6NWrE2lpqXz11cKSfePH38+cOdNLHT9t2uTjYhAJZ0pwxHbx8adUaLuIU1av/oFDh/6kU6cuJduuvvomPvlkNV9+uZ7nn3+PefNmMG7cPZW6z7ZtW5gxw9rkolOnrsyevZz//ncNTz31OnfeeR25uabldNiw+5g4cQyFhYUlxz/wwK088MCtlsYg4iQlOGK7pk1HU6VKjVLbqlSpQdOmox2KSMSzGTMmc9VVN3jdn5zcjKeffp13332JAwf2A/Dll/O59tpzSUtLpW/fs1m9eikAS5cuplevTtx33y307n0mV13VlQ0bfgbg4Yf/zoYNP3P55adz++3Xllz/k0/ep2/fsznvvKZMnfpChWK/4IKe1KhxAgBt2nQEivjjj70A1KvXgOTkZnz77aKS46+/fijXXz+0QvcQCWUaZCy2Kx5IrCoqCXVLly5m2LD7fB7TvHlratQ4gU2bfqNu3Xo8//w4pk5dSO3adVi/Pp1bbunFt99mAvDrr2t55JHn6NbtAj76aCr/+MdNzJmzgrFjX+SJJ/7JnDkrSl378OFDzJz5Pdu2baFnz/Zce+3N1KxZizFjRrBs2RKP8bz00kc0adK81LaZM98iObk5DRs2Ltl25pln8913i+je/TIAxo9X95REFrsTnJOBKUAPYA8wGpjm4bibXce5j0TtDSwOdoBij8TEvkpoJORlZW2jfv1Ev49fsmQhmZkbue6680u25efns3t3NgBNm7agW7cLALj66hv5v/8bRk7OAa/XS0u7HoDGjZty4ol1ycraRvPmrRkz5jm/Y1q69CsmTHiIt976rNT2+vWTvCZJIpHA7gTnReAIkAicDnwCrAHSPRz7PXCefaFJqNAcORIq4uNrkJeX6/OYjRt/4/DhQzRv3pq1a5dz/vl/YcKEtzwc90sA969e8r5KlVjy8/MB/G7BWbXqe+69dxCTJ8+mefNWpY7Ly8ulevVjXcXZ2TsASExsVOE4RUKRnQlOTeAaoD1wEPgGmAPcCIyyMQ4JYZojR0JJq1Yd2LTpNxISGnrcv23bFkaNGsLAgbdTu3YdunfvwXPPPcr69em0bNkOgDVrlpcMUt6y5XeWLfuarl27M3v2NFq16kDt2nWoVasOOTn7/Y7LnxacNWuWc+ed1/Hiix/Svv2Zx+3fuPEX2rTpVPK5WzczyF+rikuksDPBaQkUAOvdtq0BLvBy/BmYbqz/AW8D44H8YAYozvM1R44SHLHbX/7SlyVLFtKt24Ul22bNeovvvlvE4cOHqF27DlddNZDBg+8EICXlNCZMeIeRI4eQm3uYo0ePkJp6bkmC07bt6cydO51x4+6mSpVY/v1v09LTunVHmjVrRc+e7WnWrDUvvfRhpWN/+OE7yM09XKoyasKEt2ndugNFRUV8++0i7rjj/0r2eUviRMJVjI336g58ACS5bRsKDAQuLHNsM6AIyADaAe9xLMkpa5jrRXLyKambN6/wcIiEiyVLGmF+68uK4fzzd9gdjiViY80/HAUFO8nIiCcmpq7DEYm/cnIO0K/feXz88Q+lunMCsXTpYo8DiZ3w1VcL+fjjd3j22bedDkWk0lJSYlYCnctut7NM/CBQp8y2OkCOh2M3AZuBQuAnYCxwrYfjACZjHqxzgwb1rIlUHKM5ciSU1K5dhwce+Ddbt252OhRLHTx4gFGjnnI6DJGgsjPBWY/pEjvNbVsnPA8wLqsIe1ubxCGaI0dCTfful3HaaW0rfZ1u3S4MidYbgCuu6KfBxBLx7Exw/gRmYlpjagLnAldhup7K6oWptAJoDTwEzLYhRnFYYmJfTjvtGeLjGwMxxMc35rTTntH4G5EgS0tLJS0t1ekwRCxjd5n4HcDrwC5gL3A7pgUnGfgZaAtkApcAbwK1gGzgHeAJm2MVN4GUbv/4Y38OHPi65HOdOt05/fT3A75eMGIUEWPdulVOhyBiKbsTnP8BfTxsz8QkM8X+6XpJCAikdLtscgNw4MDX/Phjfxo2vN7r9YCAysRVXi5SOaHSfSZiFS3VIOUKpHS7bHLjvj0vb7PX6xW/r8i9Ao1RRI7p0EHdUxJZlOBIufLytldoezCuV969rI5RRETCm1YTl3JZXbrt63qB3kvl5SKVM3HiGCZOHON0GCKWUYIj5QqkdLtOne5et/u6XqBl4iovF6mcSZMeZdKkR50OQ8Qy6qKSchWPYalIhdLpp7/vs4qqvOtVtBoqkBhF5Ji77nrE6RBELKUER/yyf/8y8vJ2AkXk5e1k//5lJCb29ZnENGx4PXl5m0sSjoYNry85LjGxr+XJRzCuKRIt7r5b3VMSWZTgSLnWrx9FVtZUty0FZGVNZc+eheTnZ5U61p9ScJV7i4hIsGkMjpQrK+sdj9vLJjfFDhz42mfZti+BnicilfPTTyv56aeVTochYhm14IgfCip8RqBl2yr3FnHGlVeaxZg3by5yOBIRayjBET/EUtEkJz7+FPLytnncHozzRKRy2rc/0+kQRCylLiopV1LSII/b4+KSPG4vrxTcF5V7izhj7tyVzJ2rLiqJHEpwpFwtWz5JUtJgTEsOQCxJSYM555zVx813U1xFFeiq4FpNXERErBDjdABWSk3tWLRs2UKnwxApJTa2IQAFBTvJyIgnJqauwxGJiESOlJSYlUDnsts1BicCZWfPDGjCO1MO/g5mvE0sSUmDaNnySQCWLbuQ3NzfSo6tXr0VXbsuZsmSU4F8t6vEcf75WwFYsiQFyHXbV53zz98MwHffnVGqCisuLolzzlldqfgDPU9E4KyzGgHwww87HI5ExBpqwYkwZeeRATOGpbxunuPnujGSkgazb9/SUslN+eJcr1wP+6oTF3eSxxLzuLgkmjd/KKD4A31uO6gFR8JBSor550BVVBJuvLXgaAxOhAl0Hhlvc91kZb1TweQGTIuOp+QGINfr/Dn5+VmaP0fEIUuXbmfpUk3HIJFDXVQRJvB5ZLyVgVd8DpzK0Pw5Is5ITGzkdAgillILToTxNl9M+fPIxFZwe3AEGn/gzy0iIpFICU6ECXQeGW9z3SQlDaJ69VYVjCIOqO5lX3Wv8+fExSVp/hwRh4wePYzRo4c5HYaIZZTgRJhA55HxNtdNy5ZP0rXr4uOSnOrVW3H++Ts5vpfTVFGZaqmySY6pojrnnNXHJTnFVVSaP0fEGTNmvMqMGa86HYaIZVRFFWWsLqX2VVrua180URWVhINp0yYDcMMNasWR8KJ5cOS4Uuq8vG1s2PBPgICSnONLywtKffa2LxqTHJFQp8RGIo26qKKI1aXUvkrLfe0TEREJNrXgRBHrS6kDKS23t+xcRPzz+edzAbj00jSHIxGxhhKcKBIffwp5eds8bg9MLJ4TluKByr72iUgoGTr0SkAzGUvkUBdVFLG6lNpXabmvfSISei6+uDcXX9zb6TBELKMWnChSPJDYqiqq4sHCviqlVEUlEh6mTJnrdAgillKZuEiQqUxcRCR4QmWxzZOBWcCfQAZwg49j7wGygP3A60B80KMTERGRiGB3gvMicARIBAYCLwHtPBzXExgFXAI0BZoBj9oUo4hI1ElJiSElJaIa9SXK2Zng1ASuAR4CDgLfAHOAGz0cOxiYAqQDfwDjgJvtCVNERETCnZ2DjFtiRpuud9u2BrjAw7HtgNlljksE6gF7yxw7zPVi5cq1ebGxDddZFXAEqA/scTqIEOLo91E8FieE6OejNH0f4N6Ko+/jePpOSguV76OJ0wF0x4ypcTcUWOzh2I3AX9w+VwWKMN1VvqwIOLrIpO+jNH0fpen7KE3fR2n6Po6n76S0kP4+7OyiOgjUKbOtDpDjx7HF7z0dKyIiIlKKnQnOekyX2Glu2zphxtmUle7a535cNsd3T4mIiIgcx855849ixtZcBCwAumIGD98F7C5z7J/AWGA+kI+pvvoE+NyP+6y0KN5Ioe+jNH0fpen7KE3fR2n6Po6n76Q0fR8uJwMfYxKYTI7Ng5OM6ZZKdjv2XkyrzQHgDTQPjoiIiIiIiIiIiIiIiIiIiIhIMFVkjatoMBwzP0Ee8KbDsTgtHjMrdgZmmoHVQC9HI3LeO8BOzPi29cDfnA0nZJwG5GK+n2i3GPNdHHS9fnM2nJBwPfAL5t+ZjZi53aLRwTKvAuB5RyOKcNOB94BawHmYBTo9rXEVLfoCfTBrfUV7glMTGIOZJLIK0BuT6JQ3aWQka8exQfutMRNwpjoXTsj4FPgaJThgEhwlvsdchvlPUjfM3yOnuF7RriYmyTnf6UAiVU3MAp4t3ba9DTzpTDgh5TGU4HiyFrMumkArTGtOf6cDcdj1wPuYZFgJjhKcsr4DhjgdRAgaDGwCQnKVVrtXEw8Gb2tcRXMLjniXiPmZ8TTBZDT5D3AI+BWT4Mx3NhxH1cHMu/UPpwMJMeMx6wx9C1zocCxOigU6Aw2A34FtwAtADSeDChGDgbcwSymFnEhIcGphuqTc7QdqOxCLhLaqwLvAVMw/7NHsDsyfke7ATMx4rWg1DjNOa6vTgYSQkUAzTDfMZGAu0NzRiJyTiPm741rMn5fTgTOAB50MKgQkYxbLnup0IN5EQoJTkTWuJHpVwXRdHsEMwhbT8vkN0Bi43eFYnHI6cCnwrNOBhJgfMH+H5mH+AfsWuNzRiJxz2PXr85jWzj3ABKL3+yh2E+bvj81OB+JNnNMBWMB9jasNrm3e1riS6BSD+R96IuYvpaPOhhNy4oje/51fiBlwnun6XAvTJdEWONOpoEJQESE6zsIGf2C6pUKyG8ZBN6GxrraYgamkqgmci6qo4oDqmD70t13vIyGZDdTLwFLMP17RLgEzoLb4H/KemLLXq5wMykEnAElur2eADzHjLaLVSZifi+K/NwZifkZaORmUw8YCyzF/fupiqu3GORqRs87B/ExoKIgNvK1xFa3GYP634f4a42hEzmmCeX73OT0OYv7SjkYNgK+AfZh5cH4ChjoaUWhRFZX5GVmO6aLah/nPwWWORuS8qpiB+fsw0yo8h0kAo9UrmP88i4iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIRIMtwD997L8ZM69RqHgTmOd0ECISGWtRiUhwvcmxCSOPApswM/7W9PP8pq5zOwclOmdE4jOJRJRonr5fRPz3OXAjZkbX7sBrmAQnWhfpFJEQpxYcEfFHHmaK+q3ANOBdoI9rXwxwP7ARs/LyT8Agt3OLVxtejmn1WOz63AX4FLM68wHMysRnWxBrGrASszzHZuBxoJrb/i3Ag5jp5g9gFlK8r8w1WmKWtMgFfsMs0noQ0yXm65mK3QVsxyzU+AZmzSsREREJIZ7GlTyHSUzAJBC/AX8BUjBrwf0JXOHa3wWTBPTELGh5smv7xZhWoTZAa+AFTEJQ3+0+FR2D0xOTtNyCWSH9Ildsz5S55l5gONACuNMVX3FyVQVIBxYBp7u2/4DpnitOcLw905uYxX5fdT1XD8z6RaN9PIOIiIg4oGyC0xWT3LyH6aY6jOm2cjcRmO967+94lRhgJ6Vbfyqa4CwBHipzTB/XMTFu15xe5pgNmFYdMElLPnCK2/5zMM9QnOB4e6Y3Ma1c7t3/r2K6+ETERhqDIyL++AsmSYjDjMOZjWn5aItZVXkB5h/8YlUxiYQvCcA4TCtLIhAL1ACSKxFnKiYBG+m2rYrrukmYBApgbZnzdrjiAdOatAPTxVRsOVDoZww/YxIk92uf5ee5ImIRJTgi4o8lwDBMN80O169guqTAjHvJLHPOUXybikls7sEkQ3mYbqFqvk4qRxXgUeADD/t2+4itiGNjEmMonaxVlK9ri4hNlOCIiD8OAb972P4zJjFpAnzh5dwjrl9jy2w/DxgBfOL6nAg0rFyYrMK0wHiK1V+/YLqnGmGSOTBdUe5JirdnEpEQoQRHRCojBzOA9xlMy8cSoBbQDdOlMxnYhRmn0xPTUpOLGYi7HjPe5gfMWJ6nOZY4BGosZrxQBvA+pquoPabb6n4/r/EZZmDyVMz4nxrABNe1ilt2vD2TiIQINZuKSGU9BIzBJAPpmAThGo6VUudjWmr+hmkRme3a/ldMMrQSmAG8TvnjdsqzEFO9dRGwzPUaxfHdZ74UAlcD8a7zp2IqxYowiQx4fyYRERGRsNEJk+CkOh2IiPgnpvxDRESiztWYuXw2YErCJ2D+vjyDyg1AFhEREXHMTZgxQocxXVDTMIOgRURERERERERERERERERERERERERERERERERERELA/wOTMJi62ptUiAAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "id": "5f9fc6ff",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)\n",
    "\n",
    "上图展示了每一层的划分情况，深度从0（根节点）开始算，每一层划分一次\n",
    "\n",
    "决策树是白盒子模型，其内部决策方案是直观并且易于解释的，神经网络或随机森林等属于黑盒模型，很难解释模型为什么会做出如此预测。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f047e87",
   "metadata": {},
   "source": [
    "# 估计类概率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a6bf8aa4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-14T05:15:04.224688Z",
     "start_time": "2022-01-14T05:15:04.220655Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.        , 0.90740741, 0.09259259]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree_clf.predict_proba([[5, 1.5]])  # 输出每一类的概率情况，就是前面提到的Pi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "920e115e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-14T05:15:19.598881Z",
     "start_time": "2022-01-14T05:15:19.583922Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree_clf.predict([[5, 1.5]])  # 做出预测时，输出概率最高的一类"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "686ad95b",
   "metadata": {},
   "source": [
    "# CART训练算法"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c26f54b",
   "metadata": {},
   "source": [
    "* CART成本函数：\n",
    "    \n",
    "    $\n",
    "    J(k, t_k)=\\frac{m_{left}}{m}G_{left}+\\frac{m_{right}}{m}G_{right}\n",
    "    $\n",
    "\n",
    "    $\n",
    "    G_{left/right}表示左或右子集的不纯度\\\\\n",
    "    m_{left/right}表示左或右子集的实例数\n",
    "    $\n",
    "\n",
    "\n",
    "* 可见，$G_{left/right}$或$m_{left/right}$越高，成本越大\n",
    "\n",
    "\n",
    "* 这里可以用超参数max_depth定义深度"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d90dad19",
   "metadata": {},
   "source": [
    "# 计算复杂度"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33444705",
   "metadata": {},
   "source": [
    "决策树通常是平衡的，遍历决策树需要大约$O(log_2^m)$个节点，与特征数量无关，处理大型数据集也比较快\n",
    "\n",
    "设置max_features可以控制特征数量\n",
    "\n",
    "presort=Ture 可以做预排序"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71c86180",
   "metadata": {},
   "source": [
    "# 基尼不纯度或熵"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "772d18e7",
   "metadata": {},
   "source": [
    "默认采用基尼不纯度进行测量，也可以将超参数criterion设置为'entropy'来选择熵作为不纯度的测量方式\n",
    "\n",
    "熵的计算公式 $G_i = -\\sum^{n}_{k=1}p^2_{i,k}×log_{2}^{p_{i,k}},(p_{i,k}≠0)$\n",
    "\n",
    "基尼不纯度的计算稍微快一点，倾向于从树枝中分裂出最常见的类别，而熵倾向于生成更平衡的树"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df4aafcb",
   "metadata": {},
   "source": [
    "# 正则化超参数"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4a02d6a",
   "metadata": {},
   "source": [
    "决策树如果不加以限制，则树形结构会跟随训练集变化，严密拟合，从而造成过拟合，称为非参数模型（不是说不包含参数，它通常含有很多参数），在训练之前没有确定参数的数量，导致模型结构自由紧密贴近数据。而参数模型则有预先设定好的一部分参数，因此其自由度受限，降低了过拟合的风险（同时最佳欠拟合的风险）\n",
    "\n",
    "为了避免过拟合，需要降低决策树的自由度，也就是正则化。\n",
    "\n",
    "正则化的超参数取决于使用的模型，但是通常，至少可以限制决策树的最大深度。\n",
    "```\n",
    "1. max_depth 控制深度\n",
    "\n",
    "2. min_samples_split 分裂前节点必须有的最小样本数\n",
    "\n",
    "3. min_samples_leaf 叶节点必须有的最小样本数量\n",
    "\n",
    "4. min_weight_fraction_leaf 加权实例总数站别\n",
    "\n",
    "5. max_leaf_modes 最大叶节点数量\n",
    "\n",
    "6. max_features 每个节点评估的最大特征数量\n",
    "```\n",
    "增大超参数$min\\_*$或减少$max\\_*$将使得模型正则化"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e35eef8",
   "metadata": {},
   "source": [
    "# 回归"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8a803495",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-14T06:08:31.037199Z",
     "start_time": "2022-01-14T06:08:31.019211Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeRegressor(max_depth=2)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeRegressor\n",
    "\n",
    "tree_reg = DecisionTreeRegressor(max_depth=2)\n",
    "tree_reg.fit(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ac08160e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-14T06:11:10.316179Z",
     "start_time": "2022-01-14T06:11:10.304249Z"
    }
   },
   "outputs": [],
   "source": [
    "export_graphviz(\n",
    "    tree_reg,\n",
    "    out_file=r'C:\\Users\\hasee\\OneDrive\\桌面\\机器学习实战\\机器学习实战\\iris_tree_reg.dot',\n",
    "    feature_names=iris.feature_names[2:],\n",
    "    class_names=iris.target_names,\n",
    "    rounded=True,\n",
    "    filled=True,\n",
    "    )"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "20bf86e0",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f637dc42",
   "metadata": {},
   "source": [
    "每个节点不再判断类，而是判断值，最后归类到具体取值并给出标准差"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67515e59",
   "metadata": {},
   "source": [
    "## 回归成本函数"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46e70a10",
   "metadata": {},
   "source": [
    "$\n",
    "J(k, t_k)=\\frac{m_{left}}{m}MSE_{left}+\\frac{m_{right}}{m}MSE_{right}\\\\ \\\\ \\\\\n",
    "其中\\begin{cases} MSE_{node}=\\sum_{i\\in node}(\\hat{y}_{node}-y^{(i)})^2\\\\ \\hat{y}_{node}=\\frac{\\sum_{i\\in node}y^{(i)}}{m_{node}}  \\end{cases}\n",
    "$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7f6a054",
   "metadata": {},
   "source": [
    "```\n",
    "最好设置 min_samples_leaf（ = 10 ）避免过拟合\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7365958c",
   "metadata": {},
   "source": [
    "# 不稳定性"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "853e93c1",
   "metadata": {},
   "source": [
    "决策树对于训练集旋转和训练数据中的小变化非常敏感，并且算法是随机的，即便是同一个训练集也可能有不同的模型，除非用random_state进行设置"
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